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arXiv cs.AI·

$ECUAS_n$: A family of metrics for principled evaluation of uncertainty-augmented systems

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In three linesNew ECUAS_n metric family for evaluating uncertainty-augmented systems that output predictions and uncertainty scores. Formalized as proper scoring rules, they enable tuning trade-offs between prediction errors and uncertainty imprecision per use-case. Validated on classification, generation, and TriviaQA.
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